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First, conduct a round of selection interviews in which the ONLY purpose is to identify people who can perform the job. Then, a round of ranking interviews to decide who is the best person from the selection pool.

Subjective questions and free-form conversations should only come in the late ranking stage, AFTER you have parity between selected candidates, based on Key Skills Assessments.